Math
-
02
SVD and PCA: The Same Thing, Twice
PCA is diagonalizing the covariance matrix. SVD gets there without ever forming it.
-
01
GAMs vs. Multiple Linear Regression
Trading interpretability for flexibility: how generalized additive models relax the linearity assumption without giving up structure entirely.